NetBox vs openDCIM
Zero of fourteen models named NetBox first on the direct prompt; zero named openDCIM. NetBox was named by twelve of the fourteen models and openDCIM by twelve and NetBox carries 29 labels and openDCIM 23, so the shares are not directly comparable.
Named in four categories this edition.
openDCIM
accepted challengerNamed in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the data center infrastructure management page.
By framing
NetBoxFirst choices, of fourteen modelsopenDCIMAcross every category in the October 2026 Edition, NetBox and openDCIM were named in the same answer fifty-four times, of the 137 answers naming NetBox and the 79 naming openDCIM. In those answers openDCIM took the first choice eight times and NetBox twenty-one.
Every model, every framing
| Model | DirectOP | ParaphraseOP | ComparativeOP | Budget-constrainedOP | Scale-constrainedOP | NegativeOP |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | OP | OP | ||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | | | OP | | OP | |
| Perplexity Sonar | | OP | ||||
| Grok 4.1 Fast | | OP | OP | OP | ||
| Mistral Small | | OP | ||||
| DeepSeek V4 Flash | | | OP | OP | ||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | |||||
| Kimi K2 | | | OP | |||
| GLM 4.7 FlashX | OP | OP | OP | |||
| MiniMax M2.5 | OP | |||||
| GPT-6 Luna | OP | OP | ||||
| Muse Glimmer 30B | | OP | | OP |
NetBoxOP openDCIM first choice named as an alternative argued againstblank: not namedEach cell is one answer, NetBox on the left and openDCIM on the right.The direct prompt
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
13 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
NetBox29%#1 of 11NetBox0%#10 of 10What the models said about NetBox
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“but it lacks built-in power and environmental monitoring out of the box” DeepSeek V4 Flash · paraphrase prompt · soft negative
“require more technical expertise to implement” Claude Haiku 4.5 · comparative prompt · soft negative
“The Best Open-Source Option: NetBox ... NetBox has quickly become the industry standard for IP Address Management (IPAM) and Data Center Infrastructure Management (DCIM) combined.” Qwen 3.7 Flash · budget prompt · first choice
“The best DCIM tool for a company with a limited budget is NetBox, an open-source DCIM tool that is suitable for teams with no license budget.” Llama 4 Maverick · budget prompt · first choice
“NetBox – This is an open-source, free-to-use DCIM tool that covers racks, devices, cabling, circuits, and IP address management.” Mistral Small · budget prompt · first choice
What the models said about openDCIM
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Best for simple inventory tracking only — not for serious production-grade DCIM needs.” DeepSeek V4 Flash · negative prompt · hard negative
“Open-source alternatives like OpenDCIM, NetBox, and RackTables provide core functionality without licensing fees but require more technical expertise to implement” Claude Haiku 4.5 · comparative prompt · soft negative
“I’d avoid relying on it for critical operations unless you’re prepared to maintain a fork or have a credible support plan.” GPT-6 Luna · negative prompt · soft negative
“Opendcim is the strongest fit if your company mainly needs basic rack elevation and asset tracking” Perplexity Sonar · budget prompt · first choice
“openDCIM is strongly recommended as it offers core DCIM functionality without any licensing costs” MiniMax M2.5 · budget prompt · first choice
“the most pragmatic choice today is openDCIM—a free, open‑source DCIM application” GLM 4.7 FlashX · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.